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Bibliographic Details
Main Authors:	Zhou, Zhiguang, Wang, Haoxuan, Zhao, Zhengqing, Zheng, Fengling, Wang, Yongheng, Chen, Wei, Wang, Yong
Format:	Preprint
Published:	2024
Subjects:	Artificial Intelligence Information Retrieval
Online Access:	https://arxiv.org/abs/2410.09761
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Boosting Text-to-Chart Retrieval through Training with Synthesized Semantic Insights
by: Wu, Yifan, et al.
Published: (2025)

RecKG: Knowledge Graph for Recommender Systems
by: Kwon, Junhyuk, et al.
Published: (2025)

KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?
by: Zhang, Haonan, et al.
Published: (2024)

A Unified Framework for Interactive Visual Graph Matching via Attribute-Structure Synchronization
by: Liu, Yuhua, et al.
Published: (2025)

KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models
by: Chen, Weijie, et al.
Published: (2024)

Learning Partially Aligned Item Representation for Cross-Domain Sequential Recommendation
by: Yin, Mingjia, et al.
Published: (2024)

Knowledge Graph Pruning for Recommendation
by: Lin, Fake, et al.
Published: (2024)

Leverage Knowledge Graph and Large Language Model for Law Article Recommendation: A Case Study of Chinese Criminal Law
by: Chen, Yongming, et al.
Published: (2024)

InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning
by: Wang, Zheng, et al.
Published: (2025)

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)

HeteRAG: A Heterogeneous Retrieval-augmented Generation Framework with Decoupled Knowledge Representations
by: Yang, Peiru, et al.
Published: (2025)

Efficient Personalized Reranking with Semi-Autoregressive Generation and Online Knowledge Distillation
by: Cheng, Kai, et al.
Published: (2026)

Learning Structure and Knowledge Aware Representation with Large Language Models for Concept Recommendation
by: Li, Qingyao, et al.
Published: (2024)

KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs
by: Markowitz, Elan, et al.
Published: (2025)

Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language Models
by: Sun, Qiang, et al.
Published: (2024)

DTKG: Dual-Track Knowledge Graph-Verified Reasoning Framework for Multi-Hop QA
by: Wang, Changhao, et al.
Published: (2025)

DLRREC: Denoising Latent Representations via Multi-Modal Knowledge Fusion in Deep Recommender Systems
by: Tian, Jiahao, et al.
Published: (2025)

LINK-KG: LLM-Driven Coreference-Resolved Knowledge Graphs for Human Smuggling Networks
by: Meher, Dipak, et al.
Published: (2025)

DeepEvidence: Empowering Biomedical Discovery with Deep Knowledge Graph Research
by: Wang, Zifeng, et al.
Published: (2025)

Conditional Memory Enhanced Item Representation for Generative Recommendation
by: Liu, Ziwei, et al.
Published: (2026)

Training the Knowledge Base through Evidence Distillation and Write-Back Enrichment
by: Lu, Yuxing, et al.
Published: (2026)

A Comprehensive Survey on Deep Graph Representation Learning
by: Ju, Wei, et al.
Published: (2023)

The S2 Hierarchical Discrete Global Grid as a Nexus for Data Representation, Integration, and Querying Across Geospatial Knowledge Graphs
by: Stephen, Shirly, et al.
Published: (2024)

iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models
by: Lairgi, Yassir, et al.
Published: (2024)

Beyond Predefined Schemas: TRACE-KG for Context-Enriched Knowledge Graphs from Complex Documents
by: Abolhasani, Mohammad Sadeq, et al.
Published: (2026)

Beyond Interactions: Node-Level Graph Generation for Knowledge-Free Augmentation in Recommender Systems
by: Wang, Zhaoyan, et al.
Published: (2025)

Pseudo-Knowledge Graph: Meta-Path Guided Retrieval and In-Graph Text for RAG-Equipped LLM
by: Yang, Yuxin, et al.
Published: (2025)

Diffusion-augmented Graph Contrastive Learning for Collaborative Filter
by: Huang, Fan, et al.
Published: (2025)

Automated Construction of Theme-specific Knowledge Graphs
by: Ding, Linyi, et al.
Published: (2024)

Personalized Federated Knowledge Graph Embedding with Client-Wise Relation Graph
by: Zhang, Xiaoxiong, et al.
Published: (2024)

Knowledge Graph Enhanced Language Agents for Recommendation
by: Guo, Taicheng, et al.
Published: (2024)

ASGM-KG: Unveiling Alluvial Gold Mining Through Knowledge Graphs
by: Gupta, Debashis, et al.
Published: (2024)

A Knowledge Graph and Deep Learning-Based Semantic Recommendation Database System for Advertisement Retrieval and Personalization
by: Wang, Tangtang, et al.
Published: (2025)

KG-RAG: Bridging the Gap Between Knowledge and Creativity
by: Sanmartin, Diego
Published: (2024)

A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal
by: Liang, Ke, et al.
Published: (2022)

Liver Cancer Knowledge Graph Construction based on dynamic entity replacement and masking strategies RoBERTa-BiLSTM-CRF model
by: Zhang, YiChi, et al.
Published: (2024)

Knowledge Pyramid: A Novel Hierarchical Reasoning Structure for Generalized Knowledge Augmentation and Inference
by: Huang, Qinghua, et al.
Published: (2024)

HugRAG: Hierarchical Causal Knowledge Graph Design for RAG
by: Wang, Nengbo, et al.
Published: (2026)

PathMind: A Retrieve-Prioritize-Reason Framework for Knowledge Graph Reasoning with Large Language Models
by: Liu, Yu, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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